import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn import tree
from sklearn.tree import DecisionTreeClassifier
df = pd.read_csv('vgsales_17.csv')
df.dropna()
df
| Rank | Name | Platform | Year | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Other_Sales | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 8861 | 298.0 | 12 | 1.0 | 10.0 | 71.0 | 0.07 | 0.06 | 0.00 | 0.02 | 0.15 |
| 1 | 16363 | 409.0 | 15 | 1.0 | 1.0 | 93.0 | 0.00 | 0.00 | 0.01 | 0.00 | 0.01 |
| 2 | 3476 | 167.0 | 11 | 1.0 | 4.0 | 48.0 | 0.32 | 0.22 | 0.00 | 0.04 | 0.58 |
| 3 | 7432 | 104.0 | 12 | 1.0 | 0.0 | 70.0 | 0.10 | 0.08 | 0.00 | 0.03 | 0.21 |
| 4 | 501 | 65.0 | 12 | 1.0 | 8.0 | 100.0 | 1.51 | 1.12 | 0.01 | 0.24 | 2.89 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 548 | 5776 | 207.0 | 12 | 1.0 | 3.0 | 10.0 | 0.15 | 0.12 | 0.00 | 0.04 | 0.31 |
| 549 | 662 | 49.0 | 14 | 1.0 | 0.0 | 10.0 | 1.00 | 0.76 | 0.26 | 0.36 | 2.38 |
| 550 | 7811 | 196.0 | 12 | 1.0 | 6.0 | 50.0 | 0.09 | 0.07 | 0.00 | 0.02 | 0.19 |
| 551 | 2032 | 411.0 | 5 | 1.0 | 4.0 | 100.0 | 0.73 | 0.26 | 0.01 | 0.03 | 1.02 |
| 552 | 9577 | 429.0 | 23 | 1.0 | 0.0 | 8.0 | 0.10 | 0.03 | 0.00 | 0.00 | 0.13 |
553 rows × 11 columns
from sklearn.model_selection import train_test_split
Y = df['Platform']
X = df.drop(columns='Platform')
X_train, X_test, Y_train, Y_test = train_test_split(X,Y,
test_size=0.2,
random_state=42)
#with
dtc = DecisionTreeClassifier(max_depth=5,
min_samples_leaf=4,
max_leaf_nodes=200)
dtc = dtc.fit(X_train.iloc[::1], Y_train.iloc[::1])
plt.figure(figsize=(70,70))
tree.plot_tree(dtc, filled=True, fontsize=10)
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0, 0, 1, 0, 3, 0, 0]'), Text(0.0625, 0.08333333333333333, 'gini = 0.0\nsamples = 6\nvalue = [0, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0\n0, 0, 0, 0, 0, 0, 0, 0, 0, 0]'), Text(0.125, 0.25, 'x[3] <= 9.5\ngini = 0.768\nsamples = 34\nvalue = [0, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0\n4, 0, 0, 0, 0, 10, 0, 6, 0, 0]'), Text(0.10416666666666667, 0.08333333333333333, 'gini = 0.701\nsamples = 25\nvalue = [0, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0\n4, 0, 0, 0, 0, 9, 0, 3, 0, 0]'), Text(0.14583333333333334, 0.08333333333333333, 'gini = 0.667\nsamples = 9\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0\n0, 0, 0, 0, 0, 1, 0, 3, 0, 0]'), Text(0.1875, 0.4166666666666667, 'x[1] <= 250.5\ngini = 0.716\nsamples = 9\nvalue = [0, 1, 0, 2, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0\n0, 0, 0, 0, 0, 0, 0, 0, 4, 0]'), Text(0.16666666666666666, 0.25, 'gini = 0.32\nsamples = 5\nvalue = [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0\n0, 0, 0, 0, 0, 0, 0, 0, 4, 0]'), Text(0.20833333333333334, 0.25, 'gini = 0.625\nsamples = 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0\n0, 0, 0, 1, 0, 1, 1, 7, 19, 0]'), Text(0.7083333333333334, 0.25, 'x[5] <= 0.145\ngini = 0.799\nsamples = 46\nvalue = [0, 0, 0, 9, 8, 0, 8, 0, 0, 2, 4, 1, 0, 0\n0, 0, 0, 0, 0, 0, 0, 0, 14, 0]'), Text(0.6875, 0.08333333333333333, 'gini = 0.761\nsamples = 39\nvalue = [0, 0, 0, 9, 8, 0, 2, 0, 0, 1, 4, 1, 0, 0\n0, 0, 0, 0, 0, 0, 0, 0, 14, 0]'), Text(0.7291666666666666, 0.08333333333333333, 'gini = 0.245\nsamples = 7\nvalue = [0, 0, 0, 0, 0, 0, 6, 0, 0, 1, 0, 0, 0, 0\n0, 0, 0, 0, 0, 0, 0, 0, 0, 0]'), Text(0.7916666666666666, 0.25, 'x[9] <= 0.2\ngini = 0.869\nsamples = 40\nvalue = [0, 5, 0, 3, 8, 0, 0, 0, 0, 0, 3, 5, 1, 0\n0, 0, 0, 1, 0, 1, 1, 7, 5, 0]'), Text(0.7708333333333334, 0.08333333333333333, 'gini = 0.809\nsamples = 24\nvalue = [0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 2, 5, 1, 0\n0, 0, 0, 0, 0, 1, 1, 7, 2, 0]'), Text(0.8125, 0.08333333333333333, 'gini = 0.672\nsamples = 16\nvalue = [0, 0, 0, 3, 8, 0, 0, 0, 0, 0, 1, 0, 0, 0\n0, 0, 0, 1, 0, 0, 0, 0, 3, 0]'), Text(0.9166666666666666, 0.4166666666666667, 'x[7] <= 0.005\ngini = 0.859\nsamples = 149\nvalue = [2, 6, 1, 1, 1, 0, 1, 1, 0, 2, 13, 44, 13, 9\n9, 3, 0, 0, 0, 13, 2, 21, 4, 3]'), Text(0.875, 0.25, 'x[5] <= 0.135\ngini = 0.812\nsamples = 97\nvalue = [1, 5, 0, 1, 0, 0, 0, 0, 0, 2, 9, 36, 8, 1\n6, 0, 0, 0, 0, 13, 0, 8, 4, 3]'), Text(0.8541666666666666, 0.08333333333333333, 'gini = 0.621\nsamples = 26\nvalue = [0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 15, 4, 0\n3, 0, 0, 0, 0, 1, 0, 1, 0, 0]'), Text(0.8958333333333334, 0.08333333333333333, 'gini = 0.843\nsamples = 71\nvalue = [1, 5, 0, 1, 0, 0, 0, 0, 0, 0, 9, 21, 4, 1\n3, 0, 0, 0, 0, 12, 0, 7, 4, 3]'), Text(0.9583333333333334, 0.25, 'x[7] <= 0.025\ngini = 0.865\nsamples = 52\nvalue = [1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 4, 8, 5, 8\n3, 3, 0, 0, 0, 0, 2, 13, 0, 0]'), Text(0.9375, 0.08333333333333333, 'gini = 0.649\nsamples = 15\nvalue = [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 3, 0\n0, 2, 0, 0, 0, 0, 0, 8, 0, 0]'), Text(0.9791666666666666, 0.08333333333333333, 'gini = 0.871\nsamples = 37\nvalue = [1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 4, 7, 2, 8\n3, 1, 0, 0, 0, 0, 2, 5, 0, 0]')]
#without
dtc_without = DecisionTreeClassifier()
dtc_without = dtc_without.fit(X_train.iloc[::1], Y_train.iloc[::1])
plt.figure(figsize=(70,70))
tree.plot_tree(dtc_without, filled=True, fontsize=10)
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from sklearn import metrics
Y_predicts = dtc.predict(X_test)
Y_predicts_W = dtc_without.predict(X_test)
con_mat = metrics.confusion_matrix(Y_test, Y_predicts)
con_mat
array([[0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0],
[0, 0, 5, 0, 0, 1, 0, 0, 1, 0, 3, 0, 2, 0, 0, 0, 0, 1, 3],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 7],
[0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 0, 0, 0, 0, 1],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 0, 0, 0, 0, 2],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 0, 1, 0, 0, 0, 0, 3, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 3, 1, 0, 0, 0, 3, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1, 0],
[0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 2, 1, 0, 0, 0, 0, 0, 1, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 3, 1, 3, 0, 0, 0, 0, 0, 1],
[0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 4, 0, 3, 0, 0, 0, 0, 3, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 5]],
dtype=int64)
con_mat_w = metrics.confusion_matrix(Y_test, Y_predicts_W)
con_mat_w
array([[0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0],
[0, 0, 5, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 2, 0, 0, 1, 1, 0, 1, 1, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 4, 3, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0],
[0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 2, 0, 0],
[0, 0, 1, 0, 0, 0, 0, 0, 0, 3, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0],
[0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 8, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0],
[0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 2, 0, 0, 2, 1, 0, 0, 0, 0, 2, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 2, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 3, 0, 1, 0, 1],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 1, 2, 0, 0, 0, 0, 0, 0, 3, 1, 1],
[0, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]],
dtype=int64)
sns.heatmap(con_mat, annot=True, fmt="d")
plt.xlabel("Предсказания")
plt.ylabel("Реально")
Text(50.722222222222214, 0.5, 'Реально')
sns.heatmap(con_mat_w, annot=True, fmt="d")
plt.xlabel("Предсказания")
plt.ylabel("Реально")
Text(50.722222222222214, 0.5, 'Реально')
print("Точность", metrics.accuracy_score(Y_test, Y_predicts))
print("Чувствительность", metrics.recall_score(Y_test, Y_predicts, average='macro'))
print("Аккуратность", metrics.precision_score(Y_test, Y_predicts, average='macro'))
print("Финальная", metrics.f1_score(Y_test, Y_predicts, average='macro'))
Точность 0.2702702702702703 Чувствительность 0.22900148097516518 Аккуратность 0.247991517909309 Финальная 0.1849233612391507
c:\Users\olp20\AppData\Local\Programs\Python\Python311\Lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
print("Точность", metrics.accuracy_score(Y_test, Y_predicts_W))
print("Чувствительность", metrics.recall_score(Y_test, Y_predicts_W, average='macro'))
print("Аккуратность", metrics.precision_score(Y_test, Y_predicts_W, average='macro'))
print("Финальная", metrics.f1_score(Y_test, Y_predicts_W, average='macro'))
Точность 0.3153153153153153 Чувствительность 0.22294126328217237 Аккуратность 0.24767316017316016 Финальная 0.2192611315887178
c:\Users\olp20\AppData\Local\Programs\Python\Python311\Lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) c:\Users\olp20\AppData\Local\Programs\Python\Python311\Lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))